Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "52" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 208 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 203 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.365918 | -0.728303 | 0.454027 | -1.159673 | 2.047731 | -0.613869 | 2.945361 | -0.033715 | 0.0704 | 0.0567 | 0.0025 | 1.198082 | 1.200415 |
| 2459593 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.877847 | 4.139082 | 0.597457 | -0.326892 | 12.294600 | 13.254968 | 18.546120 | 10.148362 | 0.0845 | 0.0637 | 0.0033 | 1.241219 | 1.222151 |
| 2459592 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.160928 | -0.767196 | -0.480291 | -0.923978 | 3.124521 | -0.502278 | 1.829553 | -0.086680 | 0.0273 | 0.0274 | 0.0009 | nan | nan |
| 2459591 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.582003 | 5.394866 | 0.535164 | -0.106152 | 5.345461 | 7.482937 | 29.025998 | 19.896163 | 0.0866 | 0.0676 | 0.0039 | 1.244000 | 1.220149 |
| 2459590 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.040957 | 7.416852 | 0.990787 | -0.028370 | 1.547592 | 3.490153 | 11.162961 | 24.145131 | 0.0851 | 0.0673 | 0.0040 | 1.307195 | 1.290008 |
| 2459589 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.885452 | 16.815678 | 0.598533 | 1.209782 | 3.025467 | 16.468906 | 4.153351 | 10.309629 | 0.0685 | 0.0636 | 0.0031 | 1.209451 | 1.186706 |
| 2459588 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.392631 | 4.122357 | 0.293643 | -0.068951 | 5.543063 | 9.961484 | 10.979706 | 11.870086 | 0.0697 | 0.0554 | 0.0030 | 1.251443 | 1.227008 |
| 2459587 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 4.246278 | 4.011730 | 0.944516 | 0.154911 | -1.594410 | -0.607388 | -4.675000 | 15.154796 | nan | nan | nan | 71.024515 | 1.046982 |
| 2459586 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.301656 | 2.878204 | -0.066597 | -0.734168 | 1.985309 | -0.236754 | 26.131421 | 15.228897 | 0.0707 | 0.0631 | 0.0040 | 1.239442 | 1.222122 |
| 2459585 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.405957 | -1.420219 | 1.803443 | -0.284735 | 0.857217 | -0.266994 | 5.095580 | 0.575512 | 0.0298 | 0.0297 | 0.0010 | 0.000000 | 0.000000 |
| 2459584 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.201304 | 6.619686 | 2.272150 | -0.067794 | 11.167105 | 2.176536 | 8.136592 | 13.338012 | 0.0690 | 0.0586 | 0.0047 | 0.000000 | 0.000000 |
| 2459583 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.650370 | 2.673045 | 2.892208 | -0.738195 | 2.171756 | 0.176242 | 15.346922 | 10.430298 | 0.0696 | 0.0617 | 0.0043 | 1.267986 | 1.260893 |
| 2459582 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.867607 | 6.790899 | 2.381901 | -0.316152 | 3.396401 | 1.333846 | 6.344178 | 12.161930 | 0.0651 | 0.0537 | 0.0058 | 1.170284 | 1.171262 |
| 2459581 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.442362 | 5.243926 | 2.926796 | -0.738431 | 3.725705 | 2.516095 | 13.519883 | 15.463292 | 0.0632 | 0.0573 | 0.0037 | 1.237010 | 1.233976 |
| 2459580 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.183235 | 4.026667 | 2.347162 | -0.609158 | 3.429587 | 3.432145 | 15.888868 | 26.763188 | 0.0697 | 0.0556 | 0.0050 | 1.239360 | 1.238742 |
| 2459579 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.119272 | 3.568714 | 3.119405 | -0.460348 | 3.631117 | -0.275459 | 13.659314 | 12.644350 | 0.0617 | 0.0563 | 0.0042 | 1.101531 | 1.096587 |
| 2459578 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.071419 | 0.003358 | 0.060677 | -0.406742 | 0.962964 | -0.208434 | 2.228906 | -0.285434 | 0.0282 | 0.0272 | 0.0010 | nan | nan |
| 2459577 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.986841 | 4.497572 | 1.811680 | -0.452018 | 3.746276 | 1.422508 | 20.771427 | 32.246000 | 0.0732 | 0.0598 | 0.0050 | 1.245454 | 1.244940 |
| 2459575 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.022344 | 8.837576 | 1.869892 | -0.270361 | 2.828994 | 5.617578 | 3.618679 | 2.618027 | 0.0690 | 0.0603 | 0.0046 | 0.889092 | 0.882872 |
| 2459574 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.748354 | 26.909991 | 1.838303 | 0.605087 | 1.998516 | 18.531125 | 2.729398 | 53.232511 | 0.0586 | 0.0670 | 0.0058 | 1.174598 | 1.172089 |
| 2459573 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.826154 | 3.955162 | 3.590905 | -0.577456 | 4.293999 | 0.477712 | 14.490492 | 14.645213 | 0.0681 | 0.0606 | 0.0052 | 0.000000 | 0.000000 |
| 2459572 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.471376 | 3.347079 | 1.705207 | -0.625797 | 2.840770 | 0.094374 | 25.804215 | 17.259052 | 0.0710 | 0.0641 | 0.0050 | 1.167702 | 1.167803 |
| 2459571 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.046047 | 0.072323 | -0.188760 | -0.506134 | 0.709380 | -0.681367 | 1.579969 | -0.283618 | 0.0282 | 0.0283 | 0.0013 | nan | nan |
| 2459570 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.861467 | -0.059289 | -0.920901 | -0.229368 | -0.508439 | -0.214513 | 5.414347 | 0.871407 | 0.0790 | 0.0723 | 0.0081 | 1.239918 | 1.243029 |
| 2459569 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.743823 | 1.131159 | 2.758070 | -0.782807 | 5.348842 | 0.802644 | 6.224506 | 0.599891 | 0.0748 | 0.0588 | 0.0027 | 1.244530 | 1.243486 |
| 2459566 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.248573 | 0.898116 | 3.553594 | -0.756874 | 6.957493 | -0.503626 | 51.461408 | 6.554490 | 0.0676 | 0.0556 | 0.0044 | 0.000000 | 0.000000 |
| 2459565 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | -0.458228 | -0.458228 | -0.411532 | -0.411532 | -0.677191 | -0.677191 | -0.808887 | -0.808887 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.925813 | 0.901249 | -0.657602 | 1.124109 | 5.575089 | 1.618071 | 33.849000 | 16.981259 | 0.0780 | 0.0655 | 0.0049 | 1.220684 | 1.221829 |
| 2459563 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.918196 | 3.687850 | -0.288663 | 2.663174 | 2.125081 | 5.828313 | 15.147127 | 40.563150 | 0.0718 | 0.0635 | 0.0051 | 1.203154 | 1.198039 |
| 2459562 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.589960 | 1.969389 | 1.660237 | -0.176989 | 2.588135 | 1.895421 | 14.681715 | 14.740805 | 0.0714 | 0.0667 | 0.0054 | 1.228971 | 1.229534 |
| 2459561 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.679455 | 14.033861 | 1.572391 | -0.197293 | 1.678205 | 1.730821 | 5.564218 | 110.485676 | 0.0622 | 0.0667 | 0.0052 | 1.243035 | 1.242080 |
| 2459560 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.720746 | 15.227903 | 1.650483 | -0.229718 | 2.289590 | 2.491331 | 4.152263 | 56.619245 | 0.0630 | 0.0732 | 0.0078 | 1.227064 | 1.227288 |
| 2459559 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.549440 | 31.157283 | 1.584763 | 0.583852 | 2.259513 | 0.710828 | 4.896551 | 23.121588 | 0.0670 | 0.0711 | 0.0082 | 1.202477 | 1.205010 |
| 2459558 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.051702 | 16.729788 | 2.843341 | 0.348284 | 4.230176 | 11.352203 | 10.144607 | 104.863165 | 0.0737 | 0.0729 | 0.0064 | 1.150152 | 1.143726 |
| 2459557 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0293 | 0.0281 | 0.0010 | nan | nan |
| 2459556 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.235032 | 20.457971 | 2.870768 | 0.618774 | 3.121551 | 8.880442 | 23.070399 | 224.295192 | 0.0659 | 0.0728 | 0.0060 | 1.175376 | 1.174839 |
| 2459554 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0678 | 0.0792 | 0.0088 | nan | nan |
| 2459553 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0543 | 0.0679 | 0.0055 | nan | nan |
| 2459552 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.557644 | 39.754305 | 3.837836 | 2.316479 | 3.494550 | 15.004134 | 3.263183 | 23.236414 | 0.0577 | 0.0678 | 0.0060 | 0.800116 | 0.796013 |
| 2459551 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.814593 | 0.717181 | 2.784283 | -0.427753 | 0.246272 | 0.146682 | 25.148436 | 0.376100 | 0.0894 | 0.0667 | 0.0049 | 1.224387 | 1.225732 |
| 2459550 | digital_ok | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0343 | 0.0341 | 0.0007 | nan | nan |
| 2459549 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.103051 | 0.988638 | 5.092911 | -0.838422 | 7.081424 | -1.394374 | 34.246669 | 1.554939 | 0.0836 | 0.0607 | 0.0042 | 1.145911 | 1.146844 |
| 2459542 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.678207 | -1.264882 | -0.072467 | -0.501799 | 2.731020 | -0.748207 | 0.002489 | 0.247231 | 0.0715 | 0.0690 | 0.0078 | 1.243958 | 1.236583 |
| 2459541 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.317599 | -0.887987 | 2.345618 | -0.827707 | 4.625487 | -1.545083 | 1.681961 | -0.868208 | 0.0642 | 0.0606 | 0.0065 | 1.004955 | 0.992245 |
| 2459540 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.148194 | -0.649799 | 1.531979 | -0.456227 | 1.392514 | -0.468561 | 0.786908 | -0.205630 | 0.0698 | 0.0636 | 0.0098 | 1.238150 | 1.232047 |
| 2459536 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.254921 | -1.402465 | 4.008666 | -0.479071 | 3.553585 | -1.101070 | 0.803671 | -0.217994 | 0.0614 | 0.0596 | 0.0072 | 0.000000 | 0.000000 |
| 2459535 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.319011 | -0.675622 | 1.546741 | -0.436041 | 1.204515 | 0.032846 | 0.226521 | -0.394939 | 0.0976 | 0.0744 | 0.0118 | 1.227162 | 1.217909 |
| 2459534 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.101567 | -0.666036 | 1.665873 | -0.500419 | 0.678829 | 0.354156 | -0.018701 | -0.389845 | 0.0805 | 0.0627 | 0.0076 | 1.229299 | 1.220834 |
| 2459533 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.021611 | -1.336309 | 2.783987 | -0.494065 | 3.291337 | -1.654136 | -0.100613 | 0.279227 | 0.0645 | 0.0608 | 0.0067 | 1.194457 | 1.189936 |
| 2459532 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.166756 | -1.420271 | 3.646368 | -0.769059 | 3.373440 | -1.816947 | 0.086170 | 0.134688 | 0.0686 | 0.0600 | 0.0078 | 0.877084 | 0.875528 |
| 2459530 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.210814 | -0.636481 | 1.296142 | -0.367983 | 1.994598 | 0.114730 | 0.497580 | -0.016104 | 0.0938 | 0.0675 | 0.0112 | 1.203324 | 1.188060 |
| 2459527 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.216214 | -1.217400 | 4.296410 | -0.493015 | 2.411197 | -1.466189 | 0.511646 | -0.305626 | 0.0513 | 0.0601 | 0.0030 | 0.000000 | 0.000000 |
| 2459523 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 11.836966 | -1.678132 | 4.240508 | -0.833976 | 29.567021 | 28.243517 | 14.865831 | 15.209237 | nan | nan | nan | 1.603374 | 1.611783 |
| 2459522 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.690431 | -0.676735 | 3.488534 | -0.626000 | 3.053685 | 0.105517 | 5.152278 | 2.077262 | 0.0688 | 0.0656 | 0.0050 | 0.000000 | 0.000000 |
| 2459513 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.066151 | 0.215730 | 0.110021 | -0.763841 | 1.420880 | -0.805343 | 0.980557 | -0.085132 | 0.0303 | 0.0328 | 0.0016 | nan | nan |
| 2459508 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 81.58% | 0.00% | 1.152737 | -0.479849 | 3.020036 | -1.010049 | 2.187012 | -1.291736 | 3.828673 | -0.710331 | 0.9214 | 0.9556 | 0.1613 | 0.000000 | 0.000000 |
| 2459505 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.309651 | -0.510007 | 2.281413 | -0.846090 | 2.850384 | -0.931202 | 2.010358 | 2.601518 | 0.8917 | 0.8620 | 0.1977 | 3.977913 | 3.152806 |
| 2459503 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.733588 | -0.153112 | 3.213281 | -0.486266 | 4.551984 | -0.924335 | 5.192322 | 4.186757 | 0.8705 | 0.8651 | 0.4517 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Power | 50.341952 | 5.795036 | 36.036852 | 0.447535 | 50.341952 | 1.994386 | 5.439460 | 6.316008 | 11.810443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Power | 47.161203 | 25.441650 | 2.906800 | 47.161203 | 0.498800 | 5.751042 | 1.882013 | 11.843915 | 7.362815 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 82.300758 | 5.929972 | 4.931710 | 0.775694 | 0.797142 | 5.302959 | 5.601964 | 82.121005 | 82.300758 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 229.048483 | 5.363683 | 5.081724 | 0.445850 | 1.606100 | 1.940485 | 25.948747 | 20.721967 | 229.048483 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 52.143371 | 6.881700 | 7.405780 | 1.111579 | 1.821990 | 2.503756 | 8.672307 | 6.099175 | 52.143371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 93.968066 | 9.653583 | 6.911380 | 4.887333 | 1.721845 | 33.506257 | 25.288887 | 93.968066 | 38.110026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 135.552631 | 7.425814 | 5.215846 | 1.322873 | 1.598674 | 6.021430 | 5.345035 | 89.085035 | 135.552631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 157.433267 | 6.895812 | 6.542347 | 0.796143 | 1.421614 | 3.711487 | 8.673795 | 10.282730 | 157.433267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 76.300504 | 5.697738 | 3.997023 | 0.796784 | 1.510888 | 3.741126 | 22.047239 | 5.235795 | 76.300504 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 8.702285 | 0.642398 | 0.189141 | 2.779485 | 2.557696 | 6.117730 | 0.540586 | 8.702285 | 5.942423 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | Not Found | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 9.736884 | 1.480781 | 0.852074 | 7.122875 | 6.735456 | 4.715389 | 0.309292 | 9.736884 | 5.201339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 206.633234 | 8.033812 | 6.078818 | 2.250763 | 4.549550 | 6.889005 | 34.824088 | 10.217625 | 206.633234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 99.991870 | 2.582541 | 4.225210 | 1.320949 | 0.191519 | 2.113636 | 0.906973 | 99.991870 | 5.228851 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 4.704959 | -0.068685 | 0.565817 | 2.578084 | 2.927595 | 0.177357 | 4.160211 | 2.105991 | 4.704959 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 5.397405 | 0.010125 | 0.513809 | 2.323517 | 2.775235 | -0.962602 | 2.091330 | 2.294553 | 5.397405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 7.341051 | 0.200495 | 0.898721 | 2.833099 | 2.938019 | -0.890618 | 2.959523 | 3.642167 | 7.341051 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 64.363821 | 7.676825 | 8.647658 | 1.930184 | 1.170328 | 11.998465 | 8.102798 | 64.363821 | 4.635036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 5.312527 | 0.541994 | 0.048495 | 2.749256 | 2.329912 | 2.242254 | -0.431094 | 5.312527 | 2.561026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Variability | 4.575785 | 0.102865 | 0.442918 | 2.910442 | 3.606450 | -0.759445 | 4.575785 | 2.005201 | 3.956897 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 6.719865 | 0.075676 | 0.310729 | 1.868104 | 2.349607 | 0.067444 | 3.786157 | 3.377359 | 6.719865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 8.288023 | 0.314176 | 0.710472 | 2.644056 | 3.078022 | -0.095333 | 7.605359 | 3.697490 | 8.288023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 3.855436 | -0.036953 | 0.226114 | 2.108101 | 2.395761 | -0.861828 | 1.991627 | 1.472538 | 3.855436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 86.832577 | 8.475035 | 7.677206 | -0.109622 | -0.164527 | 1.853271 | 2.882102 | 5.783765 | 86.832577 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 5.560717 | 0.407803 | 0.103092 | 2.928248 | 2.629887 | 2.139596 | 0.224537 | 5.560717 | 1.868117 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Variability | 9.641966 | 0.088405 | 0.345870 | 2.131787 | 2.338182 | -0.694468 | 9.641966 | 2.626852 | 4.347224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 6.173707 | 0.592243 | 0.274725 | 3.807947 | 3.412460 | 3.317243 | 1.194102 | 6.173707 | 3.293696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 5.313874 | 0.073577 | -0.226409 | 1.644773 | 1.205001 | 2.495779 | -0.240119 | 5.313874 | 2.171938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 6.940775 | 0.241104 | -0.040232 | 2.511210 | 2.070448 | 5.560190 | 0.438224 | 6.940775 | 3.231365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 84.030907 | 9.988021 | 6.776182 | 3.888824 | 1.236321 | 4.639324 | 2.505544 | 84.030907 | 7.420296 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 6.030965 | 0.121753 | 0.477077 | 2.797063 | 3.412484 | -0.702000 | 2.387799 | 3.082898 | 6.030965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | nn Temporal Discontinuties | 79.301788 | 5.535607 | 6.948592 | 4.792729 | 3.088782 | 5.515602 | 2.256296 | 79.301788 | 7.618422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Discontinuties | 2.197969 | -0.282353 | -0.368738 | 0.786738 | 1.238615 | -1.257295 | 1.356123 | 0.147344 | 2.197969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | RF_maintenance | ee Temporal Variability | 3.632922 | -0.108032 | -0.190539 | -0.261358 | 0.401957 | -0.425659 | 3.632922 | 0.651859 | 2.466828 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | nn Temporal Discontinuties | 195.051640 | 7.020025 | 5.620066 | 1.349991 | 3.122484 | 3.750247 | 4.899521 | 13.359418 | 195.051640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Temporal Discontinuties | 2.347086 | 0.457389 | -0.007176 | -0.870480 | -0.407121 | -1.466133 | -1.489437 | 0.819817 | 2.347086 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Temporal Discontinuties | 1.008360 | -0.364418 | -0.774952 | -0.684150 | -0.871978 | -1.193880 | 0.815088 | -0.214119 | 1.008360 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Temporal Discontinuties | 3.117002 | -0.919789 | -0.303327 | -0.435601 | -0.908064 | -0.825268 | 1.171244 | 0.598613 | 3.117002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Temporal Variability | 23.504353 | -0.875816 | -0.477597 | -0.431013 | 0.271777 | 5.997389 | 23.504353 | 0.764148 | 2.758452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | nn Temporal Discontinuties | 61.905843 | 2.901864 | 12.238804 | -0.796776 | 0.108925 | 2.331821 | 8.982695 | 4.931406 | 61.905843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | nn Temporal Discontinuties | 27.386293 | 11.797489 | 3.112464 | -0.065162 | -0.378388 | 14.464477 | 3.782761 | 27.386293 | 2.122673 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Temporal Variability | -3.032516 | -4.225913 | -4.225913 | -3.647070 | -3.647070 | -3.032516 | -3.032516 | -3.322239 | -3.322239 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | nn Power | -0.663106 | -0.674491 | -0.674491 | -0.663106 | -0.663106 | -0.674491 | -0.674491 | -0.674491 | -0.674491 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | ee Shape | 0.326642 | 0.326642 | 0.326642 | 0.250536 | 0.250536 | 0.099293 | 0.099293 | 0.049613 | 0.049613 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | N03 | digital_ok | nn Temporal Discontinuties | 103.927948 | 6.308360 | 3.082931 | -0.513317 | -0.697791 | 1.797419 | 0.839806 | 103.927948 | 23.428517 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Shape | 7.031391 | 4.920961 | 7.031391 | -0.260595 | 0.347178 | 3.316123 | 5.825331 | 0.575396 | 1.776048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 21.039962 | 6.366244 | 5.807698 | -0.471106 | 0.068948 | 3.809398 | 13.665977 | 5.682115 | 21.039962 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 116.476230 | 2.856165 | 20.903509 | -0.749944 | 1.492433 | 1.520416 | 11.459612 | 4.739779 | 116.476230 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 74.754367 | 3.988977 | 23.323249 | -0.341837 | 1.853493 | 2.084220 | 10.959685 | 3.008751 | 74.754367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 86.694974 | 3.228714 | 21.133500 | 0.172897 | 1.472320 | 1.665458 | 8.915407 | 4.049303 | 86.694974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Variability | 73.319896 | 8.292325 | 3.051933 | 0.193512 | -0.366886 | 73.319896 | 3.039590 | 34.298608 | 3.655135 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 49.631908 | 5.651496 | 5.038430 | -0.438582 | -0.368368 | 12.694238 | 12.617244 | 45.450148 | 49.631908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 75.433403 | 5.648417 | 6.813528 | -0.548282 | -0.339353 | 11.019373 | 14.802790 | 53.038811 | 75.433403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 118.118166 | 4.500599 | 18.297423 | 0.427337 | 0.915592 | 5.491531 | 16.583036 | 41.732150 | 118.118166 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 68.168812 | 9.841466 | 1.430044 | 0.180451 | -0.351843 | 6.295121 | 3.018514 | 68.168812 | 23.729141 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 62.653841 | 0.885863 | 10.714502 | -0.890496 | -0.016546 | 3.126039 | 8.342076 | 12.541072 | 62.653841 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 74.148644 | 11.829832 | 0.936331 | 0.059326 | -0.883003 | 9.190817 | 3.770613 | 74.148644 | 11.739835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 130.806348 | 0.726376 | 8.052023 | -0.633689 | 0.097774 | 1.411433 | 5.168239 | 20.757058 | 130.806348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 64.438383 | 2.236612 | 5.717033 | -0.618425 | -0.055540 | 1.207253 | 8.500959 | 20.520014 | 64.438383 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 99.266664 | 5.278579 | 1.422710 | -0.341266 | -0.452090 | 6.573670 | 0.270036 | 99.266664 | 21.094582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Variability | 1.605270 | -1.003332 | -1.164203 | -0.849281 | -0.164659 | -1.062571 | 1.605270 | -0.147102 | 1.488625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 95.519676 | 0.083330 | 9.685027 | -0.874618 | 0.271334 | 0.857188 | 7.953456 | 10.469615 | 95.519676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 109.252216 | 1.233155 | 12.142124 | -0.742150 | 0.183103 | 0.917889 | 7.149808 | 7.932941 | 109.252216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Variability | 2.877504 | -1.173483 | -0.406999 | -0.207214 | -0.574265 | 0.529869 | 2.877504 | 0.467228 | -1.257112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 98.573933 | 8.537520 | 1.037540 | 0.272708 | 0.043014 | 12.097287 | 3.226776 | 98.573933 | 27.196269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 1.811622 | -0.928607 | -1.301847 | -0.591940 | -0.906472 | 1.575523 | 1.300769 | 1.811622 | -0.256044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 36.588195 | 4.156184 | 4.410951 | -0.560301 | 0.408866 | 8.541566 | 5.838955 | 18.965564 | 36.588195 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 53.119150 | 0.422843 | 14.328758 | -0.564712 | 1.553903 | 1.519818 | 11.065805 | 6.068616 | 53.119150 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 35.843656 | 14.695586 | 0.296956 | 0.761225 | -0.972814 | 13.489817 | 0.133394 | 35.843656 | 3.332731 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Shape | 18.221640 | 18.221640 | 0.671740 | 1.035965 | -0.706246 | 6.964573 | -0.299964 | 15.964301 | 2.022967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 87.116934 | 19.214595 | 1.160077 | 1.175564 | -0.346515 | 12.167284 | 0.968630 | 87.116934 | 11.613323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Variability | 119.757431 | 11.972188 | 0.227255 | 7.199355 | 0.818185 | 119.757431 | 0.439596 | 54.664874 | 17.778313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 7.363478 | 0.702929 | -0.154862 | -0.612387 | -0.797280 | 1.510196 | 0.073537 | 7.363478 | 0.019371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 83.692300 | 3.050273 | 3.355044 | -0.543058 | 0.251377 | 1.373930 | 4.479760 | 29.854040 | 83.692300 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 96.257801 | 0.464243 | 9.413600 | 0.097675 | -0.257006 | 1.724000 | 11.840118 | 25.501037 | 96.257801 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Shape | 21.150727 | 1.456104 | 21.150727 | 0.202015 | 1.345701 | 0.112715 | 5.977742 | 0.530738 | 5.678393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Variability | 13.551523 | 8.349679 | 0.892575 | 0.261263 | 0.077756 | 13.551523 | 2.472217 | 12.704370 | 2.673248 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 40.753443 | 0.548623 | 7.643676 | 0.468352 | -0.115717 | 0.771938 | 5.512892 | 4.325669 | 40.753443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Variability | 31035.049343 | 0.971429 | 0.971429 | 1035.067656 | 1035.067656 | 31035.049343 | 31035.049343 | 6.566321 | 6.566321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 22.609093 | 0.988478 | 2.584674 | 0.789287 | -0.628112 | 2.233425 | 1.484728 | 22.609093 | 15.281121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 21.339997 | -0.440747 | 21.196907 | 0.770802 | 1.856862 | 1.053061 | 11.703666 | 2.264478 | 21.339997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 42.087503 | 0.298925 | 8.539317 | 0.613550 | -0.025728 | 0.857839 | 4.308188 | 10.523789 | 42.087503 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 17.682309 | 1.075489 | 3.948174 | 0.105591 | -0.474367 | 2.048056 | 3.235597 | 12.397790 | 17.682309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 13.210577 | 1.064437 | 1.534246 | -0.232446 | -0.637665 | 0.888565 | 5.256880 | 3.303887 | 13.210577 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 29.000496 | 1.825481 | 4.621646 | -0.046545 | -0.372525 | 1.510866 | 1.826086 | 24.641570 | 29.000496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Temporal Discontinuties | 47.324917 | 4.817815 | 1.776519 | -0.236757 | -0.704015 | 3.964893 | 1.262181 | 47.324917 | 9.391298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 29.610227 | 5.908013 | 1.071740 | -0.263069 | 0.345525 | 5.772906 | 2.351297 | 29.610227 | 21.295602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | ee Shape | -0.673878 | -0.673878 | -0.673878 | -0.674370 | -0.674370 | -0.675206 | -0.675206 | -0.675198 | -0.675198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 26.329873 | 0.925225 | 7.024975 | 0.754084 | -0.009366 | 0.856968 | 3.518862 | 10.919639 | 26.329873 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52 | 3 | digital_ok | nn Temporal Discontinuties | 19.339154 | 0.679365 | 4.707061 | 0.489779 | -0.317346 | 1.129638 | 1.446441 | 13.864211 | 19.339154 |